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Stability Analysis for Delayed Neural Networks via Some Switching Methods.

Authors :
Li, Xu
Wang, Rui
Yang, Bin
Wang, Wei
Source :
IEEE Transactions on Systems, Man & Cybernetics. Systems; May2020, Vol. 50 Issue 5, p1690-1695, 6p
Publication Year :
2020

Abstract

In this paper, the stability problem of delayed neural networks is investigated by adopting some switching methods. First, the delay interval is divided into many smaller variable intervals, and when the smaller variable interval is regarded as a mode of the delay, delayed neural networks are modeled as switched systems. Then, by using some switching methods, less conservative stability criteria are derived to ensure the stability of delayed neural networks. Finally, one example is provided to show the effectiveness of the obtained criteria. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
21682216
Volume :
50
Issue :
5
Database :
Complementary Index
Journal :
IEEE Transactions on Systems, Man & Cybernetics. Systems
Publication Type :
Academic Journal
Accession number :
142797790
Full Text :
https://doi.org/10.1109/TSMC.2017.2782233